{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import argparse\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import cv2\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "import torch\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from torchvision import transforms, utils\n",
    "import torch.backends.cudnn as cudnn\n",
    "\n",
    "\n",
    "from pytvision.transforms.aumentation import  ObjectImageMetadataTransform\n",
    "from pytvision.transforms import transforms as mtrans\n",
    "\n",
    "sys.path.append('../')\n",
    "import torch.nn.functional as TF\n",
    "from torchlib.transforms import functional as F\n",
    "from torchlib.datasets.synthetic_fer  import SyntheticFaceDataset\n",
    "from torchlib.datasets.factory  import FactoryDataset\n",
    "from torchlib.datasets.datasets import Dataset\n",
    "\n",
    "from torchlib.attentionnet import AttentionNeuralNet\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "attention_atentionresnet34_mcedice_adam_coco_001\n",
      "attention_atentionresnet34_mcedice_adam_coco_002\n",
      "attention_atentionresnet34_mcedice_adam_coco_003\n",
      "attention_atentionresnet34_mcedice_adam_coco_bu3dfe_004\n",
      "attention_atentionresnet34_mcedice_adam_coco_bu3dfe_005\n",
      "attention_atentionresnet34_mcedice_adam_coco_bu3dfe_006\n",
      "attention_atentionresnet34_mcedice_adam_coco_bu3dfe_007\n",
      "attention_atentionresnet34_mcedice_adam_coco_dim64_bu3dfe_008\n",
      "attention_atentionresnet34_mcedice_adam_coco_dim64_bu3dfe_009\n",
      "attention_atentionresnet34_mcedice_adam_coco_dim64_preactresnet_bu3dfe_10\n",
      "attention_atentionresnet34_mcedice_adam_coco_ferblack_004\n",
      "attention_atentionresnet34_mcedice_sgd_coco_bu3dfe_007\n",
      "attention_unetresnet_mcedice_adam_coco_001\n",
      "newdataset\n",
      "newdataset.tar.gz\n"
     ]
    }
   ],
   "source": [
    "!ls ../netruns/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "project          = '../netruns'\n",
    "name             = 'attention_atentionresnet34_mcedice_adam_coco_dim64_preactresnet_bu3dfe_10'\n",
    "pathnamedataset  = '~/.datasets'\n",
    "pathmodel        = os.path.join( project, name, 'models/model_best.pth.tar' )\n",
    "pathproject      = os.path.join( project, name )\n",
    "batch_size       = 2\n",
    "workers          = 1\n",
    "cuda             = False\n",
    "parallel         = False\n",
    "gpu              = 1\n",
    "seed             = 1\n",
    "imsize           = 128"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> Load dataset ...\n",
      "358\n",
      "[0 1 2 3 4 5 6 7]\n",
      "{'Neutral - NE': 0, 'Happiness - HA': 1, 'Surprise - SU': 2, 'Sadness - SA': 3, 'Anger - AN': 4, 'Disgust - DI': 5, 'Fear - FR': 6, 'Contempt - CO': 7}\n"
     ]
    }
   ],
   "source": [
    "# Load dataset\n",
    "print('>> Load dataset ...')\n",
    "namedataset = FactoryDataset.ck\n",
    "subset = FactoryDataset.training\n",
    "\n",
    "dataset = Dataset(    \n",
    "    data=FactoryDataset.factory(\n",
    "        pathname=pathnamedataset, \n",
    "        name=namedataset, \n",
    "        subset=subset, \n",
    "        #transform=train_transform, \n",
    "        download=True \n",
    "    ),\n",
    "    num_channels=3,\n",
    "    transform=transforms.Compose([\n",
    "            \n",
    "            mtrans.ToResize( (128,128), resize_mode='square' ),\n",
    "            mtrans.ToPad(h_pad=10,w_pad=10),\n",
    "            mtrans.ToResize( (128,128), resize_mode='square' ),\n",
    "        \n",
    "            #mtrans.RandomCrop( (255,255), limit=50, padding_mode=cv2.BORDER_CONSTANT  ),\n",
    "            #mtrans.ToResizeUNetFoV(imsize, cv2.BORDER_REFLECT_101),\n",
    "            mtrans.ToTensor(),\n",
    "            mtrans.ToMeanNormalization( mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225] )\n",
    "            #mtrans.ToNormalization(),\n",
    "            ])\n",
    "    )\n",
    "\n",
    "print(len(dataset))\n",
    "print( dataset.classes )\n",
    "print( dataset.data.class_to_idx )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "ids = np.array(dataset.data.iactor).astype( np.uint8 )\n",
    "df = pd.DataFrame( ids )\n",
    "df.to_csv( 'ids.csv' , index=False, encoding='utf-8') \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Without the incoming socket you cannot receive events from the server or register event handlers to your Visdom client.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> Load model ...\n",
      "=> loading checkpoint '../netruns/attention_atentionresnet34_mcedice_adam_coco_dim64_preactresnet_bu3dfe_10/models/model_best.pth.tar'\n",
      "=> loaded checkpoint for atentionresnet34 arch!\n"
     ]
    }
   ],
   "source": [
    "# load model\n",
    "print('>> Load model ...')\n",
    "\n",
    "net = AttentionNeuralNet( \n",
    "    patchproject=project, \n",
    "    nameproject=name, \n",
    "    no_cuda=cuda, \n",
    "    parallel=parallel, \n",
    "    seed=seed, \n",
    "    gpu=gpu \n",
    "    )\n",
    "\n",
    "if net.load( pathmodel ) is not True:\n",
    "    assert(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def norm(x):\n",
    "    x = x-x.min()\n",
    "    x = x / x.max()\n",
    "    return x\n",
    "\n",
    "   \n",
    "idx = 1\n",
    "sample = dataset[ idx ]    \n",
    "image = sample['image'].unsqueeze(0)\n",
    "label = sample['label'].argmax()\n",
    "#image = F.fliplr( image )\n",
    "\n",
    "z, y_lab_hat, att = net( image )\n",
    "\n",
    "att = att.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "# att = norm(att)\n",
    "\n",
    "image = image.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "y_lab_hat = y_lab_hat.argmax()\n",
    "\n",
    "image = norm(image)\n",
    "print(image.min(), image.max() )\n",
    "\n",
    "plt.figure( figsize=(16,8))\n",
    "plt.subplot(121)\n",
    "plt.imshow( image )\n",
    "plt.title('image')\n",
    "plt.subplot(122)\n",
    "plt.imshow( norm(att) )  \n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure( figsize=(16,8))\n",
    "plt.subplot(131)\n",
    "plt.imshow( att[:,:,0]  )\n",
    "plt.colorbar()\n",
    "plt.subplot(132)\n",
    "plt.imshow( att[:,:,1] )\n",
    "plt.colorbar()\n",
    "plt.subplot(133)\n",
    "plt.imshow( att[:,:,2] )\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(128, 128)\n",
      "(128, 128)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import skimage.morphology as morph\n",
    "import scipy.ndimage as ndi\n",
    "\n",
    "pathnewdataset='../netruns/newdataset'\n",
    "\n",
    "mask = pred \n",
    "struct_el = morph.disk(11)\n",
    "mask = ndi.morphology.binary_fill_holes( mask )\n",
    "# mask = morph.binary_closing(mask, selem=struct_el)\n",
    "mask = morph.binary_opening(mask, selem=struct_el)\n",
    "\n",
    "mask_ex = np.stack( (mask,mask,mask),axis=2 )\n",
    "im_mask = (mask_ex)*image + (1-mask_ex)*np.zeros_like(image)\n",
    "\n",
    "print(mask.shape)\n",
    "print(pred.shape)\n",
    "\n",
    "# cv2.imwrite('{}/{:06d}_{}.png'.format(pathnewdataset,idx,label), (im_mask*255.0).astype(np.uint8) )\n",
    "\n",
    "plt.figure(figsize=(16,8))\n",
    "plt.subplot(141)\n",
    "plt.imshow(image)\n",
    "plt.imshow(mask, cmap='seismic', alpha=0.5)\n",
    "plt.subplot(142)\n",
    "plt.imshow(mask)\n",
    "plt.subplot(143)\n",
    "plt.imshow(im_mask)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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